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Instant Download Google : GCP-DE Questions & Answers as PDF & Test Engine

GCP-DE
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Oct 03, 2026
  • No. of Questions: 77 Questions and Answers
  • Download Limit: Unlimited
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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Operationalizing data and ML pipelines30%- Pipeline automation and orchestration
  • 1. Cloud Composer workflows
    • 2. Scheduling and monitoring pipelines
      - Monitoring and troubleshooting
      • 1. Logging and observability
        • 2. Performance optimization and debugging
          Topic 2: Designing data processing systems20%- Storage and data modeling
          • 1. Data lake architecture on Google Cloud Storage
            • 2. Data warehouse design using BigQuery
              - Data pipeline architecture design
              • 1. Scalable data ingestion design
                • 2. Batch vs streaming data processing selection
                  Topic 3: Building and operationalizing data processing systems30%- Data ingestion and transformation
                  • 1. Pub/Sub streaming ingestion
                    • 2. ETL/ELT workflows
                      - Data pipeline implementation
                      • 1. Dataflow pipeline development
                        • 2. Dataproc and Spark-based processing
                          Topic 4: Maintaining and optimizing data and ML solutions20%- Security and governance
                          • 1. Data encryption and compliance
                            • 2. IAM and access control
                              - Machine learning integration
                              • 1. Vertex AI integration for pipelines
                                • 2. BigQuery ML usage

                                  Google Data Engineer Sample Questions:

                                  Which of the following is NOT one of the three main types of triggers that Dataflow supports?

                                  • A. Trigger based on element count
                                  • B. Trigger based on time
                                  • C. Trigger based on element size in bytes
                                  • D. Trigger that is a combination of other triggers
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

                                  Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                                  Which of these sources can you not load data into BigQuery from?

                                  • A. Google Cloud Storage
                                  • B. Google Drive
                                  • C. File upload
                                  • D. Google Cloud SQL
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                                  You work for a shipping company that uses handheld scanners to read shipping labels. Your company has strict data privacy standards that require scanners to only transmit recipients' personally identifiable information (PII) to analytics systems, which violates user privacy rules. You want to quickly build a scalable solution using cloud-native managed services to prevent exposure of PII to the analytics systems. What should you do?

                                  • A. Create an authorized view in BigQuery to restrict access to tables with sensitive data.
                                  • B. Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
                                  • C. Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.
                                  • D. Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
                                  • E. Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Which of these rules apply when you add preemptible workers to a Dataproc cluster (select 2 answers)?

                                  • A. Preemptible workers cannot store data.
                                  • B. Preemptible workers cannot use persistent disk.
                                  • C. A Dataproc cluster cannot have only preemptible workers.
                                  • D. If a preemptible worker is reclaimed, then a replacement worker must be added manually.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A,C  🗳️

                                  Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                                  You are designing the database schema for a machine learning-based food ordering service that will predict what users want to eat. Here is some of the information you need to store:
                                  The user profile: What the user likes and doesn't like to eat
                                  The user account information: Name, address, preferred meal times
                                  The order information: When orders are made, from where, to whom
                                  The database will be used to store all the transactional data of the product. You want to optimize the data schem a. Which Google Cloud Platform product should you use?

                                  • A. Cloud Bigtable
                                  • B. Cloud Datastore
                                  • C. Cloud SQL
                                  • D. BigQuery
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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